Articles for people who
ship the stack
Original rewrites on React, Node.js, TypeScript and AI — practical notes from the same engineering practice behind our operator software. Article bodies are in English.
Tagged: DevOps
AWS DevOps Agent in Practice: Agent Spaces, Investigations, Release Checks and Skills
A walk through AWS DevOps Agent: creating an Agent Space, running a root cause investigation, the preview release-management features, and writing custom Agent Skills.
10 min readMCP Servers for DevOps: What They Are and Two You Can Build This Week
MCP servers for DevOps: give Claude live access to Kubernetes, AWS and runbooks. The three server types, a read-only Kubernetes MCP server and common mistakes.
10 min readA Stable Agent Name Is Not the Artifact You Reviewed: Pin the Candidate
An agent's name can stay the same while its skills, tools and permissions change. Pin name, behavior candidate and run identity apart for review and rollback.
8 min readA Production Readiness Checklist for AI Agents, Stage by Stage
A four-stage checklist for taking an AI agent from local prototype to production, with the reason behind each item and a concrete example for every check.
15 min readDevOps Agents in 2026: MCP, Frameworks and What Actually Works
How DevOps agents work, why MCP matters, which frameworks fit, where they help in CI/CD, infrastructure, monitoring and security, and what is still hype.
9 min readGoverned Agent Loops: How AI Coding Agents Are Moving Past the Prompt
AI coding agents are shifting from prompt-by-prompt help to governed loops spanning backlog, context, tests, review and metrics, with humans guarding the merge.
10 min readSafe-by-Default MCP Servers for Kubernetes, Kafka and Cloud Ops
Eight MCP servers let agents work with Kubernetes, Kafka, ClickHouse and Azure through read-only defaults, allowlists, delete flags, audit logs and annotations.
4 min readPrompt Engineering for DevOps: The C.L.E.A.R. Checklist and a Prompt Library
Practical prompt engineering for DevOps: a five-part checklist, before and after examples for Terraform, Kubernetes and CI, plus tips for building a reusable prompt library.
5 min readPractical notes: Israeli Tech Radar 2026-27: Engineering in the Age of Agents
Operable walkthrough of Practical notes: Israeli Tech Radar 2026-27: Engineering in the Age of Agents: contracts, checks, and drop-in code slots for teams shipping this pattern.
7 min read
About these articles
Request a 24h estimate
Need the same stack in a production operator layer? Send the brief — estimate within 24 hours.